Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:10:28.775987 |
|---|---|
| Analysis finished | 2020-12-15 20:10:52.237859 |
| Duration | 23.46 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01097635057 |
|---|---|
| Minimum | -3.721674841 |
| Maximum | 2.697962156 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.721674841 |
|---|---|
| 5-th percentile | -1.655721553 |
| Q1 | -0.665895623 |
| median | 0.004500820399 |
| Q3 | 0.649852315 |
| 95-th percentile | 1.534055332 |
| Maximum | 2.697962156 |
| Range | 6.419636997 |
| Interquartile range (IQR) | 1.315747938 |
Descriptive statistics
| Standard deviation | 0.9742033679 |
|---|---|
| Coefficient of variation (CV) | -88.75476065 |
| Kurtosis | -0.09878121708 |
| Mean | -0.01097635057 |
| Median Absolute Deviation (MAD) | 0.6580292197 |
| Skewness | -0.1206116083 |
| Sum | -10.97635057 |
| Variance | 0.9490722021 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2999332052 | 1 | 0.1% | |
| -0.6075230446 | 1 | 0.1% | |
| 1.884593355 | 1 | 0.1% | |
| -0.2335748074 | 1 | 0.1% | |
| -1.531664599 | 1 | 0.1% | |
| 0.6980921659 | 1 | 0.1% | |
| -0.3134242352 | 1 | 0.1% | |
| 0.4751391529 | 1 | 0.1% | |
| 1.137226099 | 1 | 0.1% | |
| -1.681248912 | 1 | 0.1% | |
| 1.858387859 | 1 | 0.1% | |
| -0.7205509704 | 1 | 0.1% | |
| 1.35999091 | 1 | 0.1% | |
| -2.549699578 | 1 | 0.1% | |
| -1.084397064 | 1 | 0.1% | |
| 1.29310931 | 1 | 0.1% | |
| -1.661391059 | 1 | 0.1% | |
| -1.193959631 | 1 | 0.1% | |
| 1.375381936 | 1 | 0.1% | |
| -0.742932374 | 1 | 0.1% | |
| -1.084805968 | 1 | 0.1% | |
| -1.15981202 | 1 | 0.1% | |
| -0.5927994715 | 1 | 0.1% | |
| -0.9975051583 | 1 | 0.1% | |
| 1.17874071 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.721674841 | 1 | 0.1% | |
| -3.137845659 | 1 | 0.1% | |
| -2.679970834 | 1 | 0.1% | |
| -2.638487337 | 1 | 0.1% | |
| -2.579611664 | 1 | 0.1% | |
| -2.549699578 | 1 | 0.1% | |
| -2.379277527 | 1 | 0.1% | |
| -2.321610372 | 1 | 0.1% | |
| -2.282034545 | 1 | 0.1% | |
| -2.232203631 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.697962156 | 1 | 0.1% | |
| 2.540489481 | 1 | 0.1% | |
| 2.523571297 | 1 | 0.1% | |
| 2.494211784 | 1 | 0.1% | |
| 2.393787688 | 1 | 0.1% | |
| 2.38853332 | 1 | 0.1% | |
| 2.314327192 | 1 | 0.1% | |
| 2.289893502 | 1 | 0.1% | |
| 2.267300398 | 1 | 0.1% | |
| 2.192253973 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01981967543 |
|---|---|
| Minimum | -3.373852947 |
| Maximum | 3.233791157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.373852947 |
|---|---|
| 5-th percentile | -1.564611023 |
| Q1 | -0.6587331729 |
| median | -0.008012547739 |
| Q3 | 0.6550283905 |
| 95-th percentile | 1.798149332 |
| Maximum | 3.233791157 |
| Range | 6.607644104 |
| Interquartile range (IQR) | 1.313761563 |
Descriptive statistics
| Standard deviation | 1.008162049 |
|---|---|
| Coefficient of variation (CV) | 50.8667285 |
| Kurtosis | 0.1964317794 |
| Mean | 0.01981967543 |
| Median Absolute Deviation (MAD) | 0.6540244121 |
| Skewness | 0.1032893588 |
| Sum | 19.81967543 |
| Variance | 1.016390718 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.3588191121 | 1 | 0.1% | |
| 1.971995836 | 1 | 0.1% | |
| -0.6833024477 | 1 | 0.1% | |
| 1.010933154 | 1 | 0.1% | |
| 1.902179605 | 1 | 0.1% | |
| 0.09453802955 | 1 | 0.1% | |
| -0.0330472273 | 1 | 0.1% | |
| -1.311912171 | 1 | 0.1% | |
| -0.0237733307 | 1 | 0.1% | |
| -0.4228426222 | 1 | 0.1% | |
| 0.7022931096 | 1 | 0.1% | |
| 1.074841362 | 1 | 0.1% | |
| -0.461328348 | 1 | 0.1% | |
| -0.2329451054 | 1 | 0.1% | |
| -0.07328904921 | 1 | 0.1% | |
| -0.1082261321 | 1 | 0.1% | |
| -0.02728539557 | 1 | 0.1% | |
| 0.3709288096 | 1 | 0.1% | |
| 0.995139464 | 1 | 0.1% | |
| -1.337729554 | 1 | 0.1% | |
| -0.2772002755 | 1 | 0.1% | |
| 0.1413704476 | 1 | 0.1% | |
| -1.114213703 | 1 | 0.1% | |
| 1.78324507 | 1 | 0.1% | |
| -1.594733903 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.373852947 | 1 | 0.1% | |
| -3.321131159 | 1 | 0.1% | |
| -3.181091562 | 1 | 0.1% | |
| -2.72486708 | 1 | 0.1% | |
| -2.547536669 | 1 | 0.1% | |
| -2.47942896 | 1 | 0.1% | |
| -2.474948442 | 1 | 0.1% | |
| -2.438397956 | 1 | 0.1% | |
| -2.375894682 | 1 | 0.1% | |
| -2.368771492 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.233791157 | 1 | 0.1% | |
| 3.130766072 | 1 | 0.1% | |
| 3.039751723 | 1 | 0.1% | |
| 3.03038662 | 1 | 0.1% | |
| 2.907453342 | 1 | 0.1% | |
| 2.712496662 | 1 | 0.1% | |
| 2.581836275 | 1 | 0.1% | |
| 2.581736152 | 1 | 0.1% | |
| 2.548365813 | 1 | 0.1% | |
| 2.531159368 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05365760773 |
|---|---|
| Minimum | -3.792757084 |
| Maximum | 3.356494662 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.792757084 |
|---|---|
| 5-th percentile | -1.61286016 |
| Q1 | -0.6525026612 |
| median | 0.06688833021 |
| Q3 | 0.7436120937 |
| 95-th percentile | 1.773793693 |
| Maximum | 3.356494662 |
| Range | 7.149251746 |
| Interquartile range (IQR) | 1.396114755 |
Descriptive statistics
| Standard deviation | 1.022505181 |
|---|---|
| Coefficient of variation (CV) | 19.05610825 |
| Kurtosis | -0.004503350507 |
| Mean | 0.05365760773 |
| Median Absolute Deviation (MAD) | 0.701432925 |
| Skewness | -0.02661326771 |
| Sum | 53.65760773 |
| Variance | 1.045516846 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.312106605 | 1 | 0.1% | |
| -0.3208985979 | 1 | 0.1% | |
| 0.9459016456 | 1 | 0.1% | |
| 0.07839870726 | 1 | 0.1% | |
| 0.7891070309 | 1 | 0.1% | |
| 0.7348469695 | 1 | 0.1% | |
| -0.01628827761 | 1 | 0.1% | |
| 0.1793102349 | 1 | 0.1% | |
| 1.427422862 | 1 | 0.1% | |
| 0.9995557071 | 1 | 0.1% | |
| -0.08709163831 | 1 | 0.1% | |
| -0.1082820168 | 1 | 0.1% | |
| 0.07322589811 | 1 | 0.1% | |
| 0.8375756523 | 1 | 0.1% | |
| 0.1349210705 | 1 | 0.1% | |
| 0.3349489739 | 1 | 0.1% | |
| -2.933071614 | 1 | 0.1% | |
| 1.988325324 | 1 | 0.1% | |
| 0.338155912 | 1 | 0.1% | |
| 0.8151827927 | 1 | 0.1% | |
| 0.1874896816 | 1 | 0.1% | |
| 0.5758306806 | 1 | 0.1% | |
| 0.0444596254 | 1 | 0.1% | |
| 0.6376089477 | 1 | 0.1% | |
| 0.3095670813 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.792757084 | 1 | 0.1% | |
| -2.933071614 | 1 | 0.1% | |
| -2.885339951 | 1 | 0.1% | |
| -2.668693284 | 1 | 0.1% | |
| -2.562483541 | 1 | 0.1% | |
| -2.520887072 | 1 | 0.1% | |
| -2.494541534 | 1 | 0.1% | |
| -2.350809635 | 1 | 0.1% | |
| -2.342543225 | 1 | 0.1% | |
| -2.285949689 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.356494662 | 1 | 0.1% | |
| 3.112861176 | 1 | 0.1% | |
| 2.750973345 | 1 | 0.1% | |
| 2.720403747 | 1 | 0.1% | |
| 2.697390912 | 1 | 0.1% | |
| 2.58514811 | 1 | 0.1% | |
| 2.461618082 | 1 | 0.1% | |
| 2.424649966 | 1 | 0.1% | |
| 2.40796003 | 1 | 0.1% | |
| 2.395574811 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008552089225 |
|---|---|
| Minimum | -2.738198967 |
| Maximum | 2.894218367 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.738198967 |
|---|---|
| 5-th percentile | -1.657050729 |
| Q1 | -0.6820282175 |
| median | 0.001072777769 |
| Q3 | 0.6863016855 |
| 95-th percentile | 1.808014711 |
| Maximum | 2.894218367 |
| Range | 5.632417333 |
| Interquartile range (IQR) | 1.368329903 |
Descriptive statistics
| Standard deviation | 1.01007903 |
|---|---|
| Coefficient of variation (CV) | 118.1090379 |
| Kurtosis | -0.2018683718 |
| Mean | 0.008552089225 |
| Median Absolute Deviation (MAD) | 0.6860659221 |
| Skewness | 0.0793128616 |
| Sum | 8.552089225 |
| Variance | 1.020259648 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.402205821 | 1 | 0.1% | |
| -0.1918095577 | 1 | 0.1% | |
| -0.4232310875 | 1 | 0.1% | |
| 1.453470556 | 1 | 0.1% | |
| 0.4331869314 | 1 | 0.1% | |
| 0.9167002922 | 1 | 0.1% | |
| -2.627317482 | 1 | 0.1% | |
| 0.5770393071 | 1 | 0.1% | |
| 0.7561485579 | 1 | 0.1% | |
| 0.3918676899 | 1 | 0.1% | |
| 0.3565543946 | 1 | 0.1% | |
| 0.7196550742 | 1 | 0.1% | |
| -0.5260052879 | 1 | 0.1% | |
| 1.311995021 | 1 | 0.1% | |
| -1.271679169 | 1 | 0.1% | |
| 0.9742221086 | 1 | 0.1% | |
| -0.05805179753 | 1 | 0.1% | |
| -1.097504698 | 1 | 0.1% | |
| -1.144094127 | 1 | 0.1% | |
| -0.4803377139 | 1 | 0.1% | |
| 0.3614697859 | 1 | 0.1% | |
| -0.5470621816 | 1 | 0.1% | |
| -0.0658906856 | 1 | 0.1% | |
| -0.6314279135 | 1 | 0.1% | |
| -1.119214929 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.738198967 | 1 | 0.1% | |
| -2.627317482 | 1 | 0.1% | |
| -2.491720129 | 1 | 0.1% | |
| -2.481753022 | 1 | 0.1% | |
| -2.477605988 | 1 | 0.1% | |
| -2.352495429 | 1 | 0.1% | |
| -2.328818836 | 1 | 0.1% | |
| -2.284849382 | 1 | 0.1% | |
| -2.274362702 | 1 | 0.1% | |
| -2.272470102 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.894218367 | 1 | 0.1% | |
| 2.818562602 | 1 | 0.1% | |
| 2.794471291 | 1 | 0.1% | |
| 2.647152269 | 1 | 0.1% | |
| 2.639854082 | 1 | 0.1% | |
| 2.552773729 | 1 | 0.1% | |
| 2.505966397 | 1 | 0.1% | |
| 2.505508585 | 1 | 0.1% | |
| 2.369256026 | 1 | 0.1% | |
| 2.342653787 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0213764267 |
|---|---|
| Minimum | -3.389254946 |
| Maximum | 3.569576014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.389254946 |
|---|---|
| 5-th percentile | -1.59909986 |
| Q1 | -0.6253399199 |
| median | -0.05323232516 |
| Q3 | 0.6078025024 |
| 95-th percentile | 1.477287713 |
| Maximum | 3.569576014 |
| Range | 6.958830959 |
| Interquartile range (IQR) | 1.233142422 |
Descriptive statistics
| Standard deviation | 0.935382474 |
|---|---|
| Coefficient of variation (CV) | -43.75766292 |
| Kurtosis | 0.1795555383 |
| Mean | -0.0213764267 |
| Median Absolute Deviation (MAD) | 0.6297520876 |
| Skewness | -0.01058593326 |
| Sum | -21.3764267 |
| Variance | 0.8749403726 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -2.281932702 | 1 | 0.1% | |
| 0.1132343727 | 1 | 0.1% | |
| 0.8233748324 | 1 | 0.1% | |
| 0.5644062431 | 1 | 0.1% | |
| 0.0706412546 | 1 | 0.1% | |
| 0.7738103774 | 1 | 0.1% | |
| 0.532533328 | 1 | 0.1% | |
| -1.232733688 | 1 | 0.1% | |
| -0.4385255522 | 1 | 0.1% | |
| -0.1747826102 | 1 | 0.1% | |
| -0.2928084556 | 1 | 0.1% | |
| -1.568721493 | 1 | 0.1% | |
| 0.3852345781 | 1 | 0.1% | |
| 0.9220072861 | 1 | 0.1% | |
| 0.2293621962 | 1 | 0.1% | |
| 0.6813327615 | 1 | 0.1% | |
| 0.5809989549 | 1 | 0.1% | |
| -1.231559842 | 1 | 0.1% | |
| -1.711688609 | 1 | 0.1% | |
| -0.6121575725 | 1 | 0.1% | |
| -0.8011885355 | 1 | 0.1% | |
| 0.4775188075 | 1 | 0.1% | |
| 0.574671414 | 1 | 0.1% | |
| -0.2953904852 | 1 | 0.1% | |
| -1.468429026 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.389254946 | 1 | 0.1% | |
| -3.102065131 | 1 | 0.1% | |
| -2.983067795 | 1 | 0.1% | |
| -2.652592401 | 1 | 0.1% | |
| -2.576223041 | 1 | 0.1% | |
| -2.460354964 | 1 | 0.1% | |
| -2.281932702 | 1 | 0.1% | |
| -2.234442074 | 1 | 0.1% | |
| -2.17497747 | 1 | 0.1% | |
| -2.135931774 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.569576014 | 1 | 0.1% | |
| 2.768187611 | 1 | 0.1% | |
| 2.577506704 | 1 | 0.1% | |
| 2.464699381 | 1 | 0.1% | |
| 2.449884988 | 1 | 0.1% | |
| 2.420375516 | 1 | 0.1% | |
| 2.348575757 | 1 | 0.1% | |
| 2.338199795 | 1 | 0.1% | |
| 2.285058429 | 1 | 0.1% | |
| 2.26668903 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08705227012 |
|---|---|
| Minimum | -3.009534793 |
| Maximum | 2.744438615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.009534793 |
|---|---|
| 5-th percentile | -1.676424866 |
| Q1 | -0.7835596349 |
| median | -0.1206385322 |
| Q3 | 0.5895206132 |
| 95-th percentile | 1.589413814 |
| Maximum | 2.744438615 |
| Range | 5.753973408 |
| Interquartile range (IQR) | 1.373080248 |
Descriptive statistics
| Standard deviation | 1.01370474 |
|---|---|
| Coefficient of variation (CV) | -11.64478237 |
| Kurtosis | -0.004490395358 |
| Mean | -0.08705227012 |
| Median Absolute Deviation (MAD) | 0.684495155 |
| Skewness | 0.05463316074 |
| Sum | -87.05227012 |
| Variance | 1.0275973 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.125359113 | 1 | 0.1% | |
| 0.7327675953 | 1 | 0.1% | |
| 2.021600674 | 1 | 0.1% | |
| -1.341005059 | 1 | 0.1% | |
| -0.2722129619 | 1 | 0.1% | |
| -0.2368414406 | 1 | 0.1% | |
| 0.2355812777 | 1 | 0.1% | |
| -0.5651786184 | 1 | 0.1% | |
| 0.3871163975 | 1 | 0.1% | |
| -0.9492552392 | 1 | 0.1% | |
| 1.067426503 | 1 | 0.1% | |
| 0.3995559817 | 1 | 0.1% | |
| 0.004642771997 | 1 | 0.1% | |
| -0.8254039313 | 1 | 0.1% | |
| -0.7938231132 | 1 | 0.1% | |
| -0.56091457 | 1 | 0.1% | |
| 0.5752774103 | 1 | 0.1% | |
| -0.2296749437 | 1 | 0.1% | |
| -0.7972717496 | 1 | 0.1% | |
| -0.6733133719 | 1 | 0.1% | |
| 0.0112505008 | 1 | 0.1% | |
| -1.256201755 | 1 | 0.1% | |
| -0.4492268217 | 1 | 0.1% | |
| -0.4353894888 | 1 | 0.1% | |
| 0.7904124119 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.009534793 | 1 | 0.1% | |
| -2.932331174 | 1 | 0.1% | |
| -2.890956267 | 1 | 0.1% | |
| -2.821250815 | 1 | 0.1% | |
| -2.80891992 | 1 | 0.1% | |
| -2.774104995 | 1 | 0.1% | |
| -2.743974915 | 1 | 0.1% | |
| -2.711325471 | 1 | 0.1% | |
| -2.698547591 | 1 | 0.1% | |
| -2.655529816 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.744438615 | 1 | 0.1% | |
| 2.628541314 | 1 | 0.1% | |
| 2.614938971 | 1 | 0.1% | |
| 2.491226408 | 1 | 0.1% | |
| 2.48649298 | 1 | 0.1% | |
| 2.442413256 | 1 | 0.1% | |
| 2.429118353 | 1 | 0.1% | |
| 2.417232976 | 1 | 0.1% | |
| 2.391354243 | 1 | 0.1% | |
| 2.346771893 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02594470769 |
|---|---|
| Minimum | -3.32346669 |
| Maximum | 2.967437846 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.32346669 |
|---|---|
| 5-th percentile | -1.609027505 |
| Q1 | -0.6919848979 |
| median | -0.06421742304 |
| Q3 | 0.697580731 |
| 95-th percentile | 1.556132138 |
| Maximum | 2.967437846 |
| Range | 6.290904536 |
| Interquartile range (IQR) | 1.389565629 |
Descriptive statistics
| Standard deviation | 0.9977369415 |
|---|---|
| Coefficient of variation (CV) | -38.45627993 |
| Kurtosis | 0.0101108216 |
| Mean | -0.02594470769 |
| Median Absolute Deviation (MAD) | 0.7020281132 |
| Skewness | -0.03013492762 |
| Sum | -25.94470769 |
| Variance | 0.9954790044 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.2535917 | 1 | 0.1% | |
| 0.9466917696 | 1 | 0.1% | |
| -0.9092760345 | 1 | 0.1% | |
| 0.1789646951 | 1 | 0.1% | |
| 0.5825922542 | 1 | 0.1% | |
| -0.1373924955 | 1 | 0.1% | |
| -0.932215389 | 1 | 0.1% | |
| -1.899006566 | 1 | 0.1% | |
| -0.008320399447 | 1 | 0.1% | |
| 1.308023064 | 1 | 0.1% | |
| 0.6062565841 | 1 | 0.1% | |
| -0.6453059549 | 1 | 0.1% | |
| -1.117478275 | 1 | 0.1% | |
| 0.02868926181 | 1 | 0.1% | |
| 0.01745154952 | 1 | 0.1% | |
| 0.951027502 | 1 | 0.1% | |
| 0.3382156159 | 1 | 0.1% | |
| -0.6349899542 | 1 | 0.1% | |
| 1.154582671 | 1 | 0.1% | |
| -2.032312254 | 1 | 0.1% | |
| 1.147102472 | 1 | 0.1% | |
| -1.584432942 | 1 | 0.1% | |
| -0.1548942026 | 1 | 0.1% | |
| -1.479873907 | 1 | 0.1% | |
| 0.5146828555 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.32346669 | 1 | 0.1% | |
| -3.234121463 | 1 | 0.1% | |
| -3.020290616 | 1 | 0.1% | |
| -3.000358888 | 1 | 0.1% | |
| -2.699634224 | 1 | 0.1% | |
| -2.698344841 | 1 | 0.1% | |
| -2.631512041 | 1 | 0.1% | |
| -2.612484304 | 1 | 0.1% | |
| -2.541124421 | 1 | 0.1% | |
| -2.534057425 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.967437846 | 1 | 0.1% | |
| 2.910002486 | 1 | 0.1% | |
| 2.825123291 | 1 | 0.1% | |
| 2.734210149 | 1 | 0.1% | |
| 2.474077089 | 1 | 0.1% | |
| 2.463986434 | 1 | 0.1% | |
| 2.443270693 | 1 | 0.1% | |
| 2.288838394 | 1 | 0.1% | |
| 2.277623095 | 1 | 0.1% | |
| 2.258459472 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01208505987 |
|---|---|
| Minimum | -3.23510646 |
| Maximum | 2.724670615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.23510646 |
|---|---|
| 5-th percentile | -1.662105919 |
| Q1 | -0.6416767864 |
| median | -0.009294654433 |
| Q3 | 0.6758852588 |
| 95-th percentile | 1.583679228 |
| Maximum | 2.724670615 |
| Range | 5.959777075 |
| Interquartile range (IQR) | 1.317562045 |
Descriptive statistics
| Standard deviation | 0.9971264981 |
|---|---|
| Coefficient of variation (CV) | -82.50902427 |
| Kurtosis | 0.09027811295 |
| Mean | -0.01208505987 |
| Median Absolute Deviation (MAD) | 0.6681086632 |
| Skewness | -0.06314616332 |
| Sum | -12.08505987 |
| Variance | 0.9942612532 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.6597043798 | 1 | 0.1% | |
| -0.2813513195 | 1 | 0.1% | |
| 0.2132642461 | 1 | 0.1% | |
| 1.226427397 | 1 | 0.1% | |
| 1.10354448 | 1 | 0.1% | |
| 1.158277481 | 1 | 0.1% | |
| 0.8863199671 | 1 | 0.1% | |
| -0.7849199145 | 1 | 0.1% | |
| -0.5083119069 | 1 | 0.1% | |
| -0.6383284746 | 1 | 0.1% | |
| -1.717595902 | 1 | 0.1% | |
| -2.812783356 | 1 | 0.1% | |
| 1.120356031 | 1 | 0.1% | |
| -0.0987974404 | 1 | 0.1% | |
| -0.8895915787 | 1 | 0.1% | |
| -1.328718421 | 1 | 0.1% | |
| -0.1973074965 | 1 | 0.1% | |
| 0.2879556263 | 1 | 0.1% | |
| 0.273802604 | 1 | 0.1% | |
| -0.1283685069 | 1 | 0.1% | |
| 0.7238355785 | 1 | 0.1% | |
| -0.0727546571 | 1 | 0.1% | |
| 1.054440903 | 1 | 0.1% | |
| 0.4665236431 | 1 | 0.1% | |
| -0.7349852664 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.23510646 | 1 | 0.1% | |
| -3.110517814 | 1 | 0.1% | |
| -2.812783356 | 1 | 0.1% | |
| -2.810770039 | 1 | 0.1% | |
| -2.710266089 | 1 | 0.1% | |
| -2.648228967 | 1 | 0.1% | |
| -2.645267778 | 1 | 0.1% | |
| -2.631978579 | 1 | 0.1% | |
| -2.571215718 | 1 | 0.1% | |
| -2.570034342 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.724670615 | 1 | 0.1% | |
| 2.680647313 | 1 | 0.1% | |
| 2.652021046 | 1 | 0.1% | |
| 2.636077757 | 1 | 0.1% | |
| 2.565186868 | 1 | 0.1% | |
| 2.49299413 | 1 | 0.1% | |
| 2.453618227 | 1 | 0.1% | |
| 2.453537585 | 1 | 0.1% | |
| 2.422267153 | 1 | 0.1% | |
| 2.418606903 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02494844803 |
|---|---|
| Minimum | -3.028589149 |
| Maximum | 3.175844647 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.028589149 |
|---|---|
| 5-th percentile | -1.581377637 |
| Q1 | -0.6891890914 |
| median | 0.001209437568 |
| Q3 | 0.6080847123 |
| 95-th percentile | 1.558733721 |
| Maximum | 3.175844647 |
| Range | 6.204433796 |
| Interquartile range (IQR) | 1.297273804 |
Descriptive statistics
| Standard deviation | 0.9604557019 |
|---|---|
| Coefficient of variation (CV) | -38.49761319 |
| Kurtosis | -0.01223839644 |
| Mean | -0.02494844803 |
| Median Absolute Deviation (MAD) | 0.6494068541 |
| Skewness | -0.02352896279 |
| Sum | -24.94844803 |
| Variance | 0.9224751553 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.8696648857 | 1 | 0.1% | |
| 0.7384256217 | 1 | 0.1% | |
| 0.3174524749 | 1 | 0.1% | |
| 2.23730627 | 1 | 0.1% | |
| 0.9384895037 | 1 | 0.1% | |
| -0.3159801661 | 1 | 0.1% | |
| -1.746419177 | 1 | 0.1% | |
| -0.5471027459 | 1 | 0.1% | |
| 0.6389510677 | 1 | 0.1% | |
| 0.07349040337 | 1 | 0.1% | |
| 0.4168033014 | 1 | 0.1% | |
| -0.1565643524 | 1 | 0.1% | |
| 0.05629239394 | 1 | 0.1% | |
| 0.07908542846 | 1 | 0.1% | |
| 0.5407989009 | 1 | 0.1% | |
| 0.726468762 | 1 | 0.1% | |
| 1.108646064 | 1 | 0.1% | |
| 0.8847911814 | 1 | 0.1% | |
| 1.90828801 | 1 | 0.1% | |
| -0.01164383975 | 1 | 0.1% | |
| 0.1203222257 | 1 | 0.1% | |
| 0.2186023602 | 1 | 0.1% | |
| 1.185295542 | 1 | 0.1% | |
| 0.1577338834 | 1 | 0.1% | |
| -0.3559775086 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.028589149 | 1 | 0.1% | |
| -2.69835678 | 1 | 0.1% | |
| -2.686391823 | 1 | 0.1% | |
| -2.656426573 | 1 | 0.1% | |
| -2.561810921 | 1 | 0.1% | |
| -2.523295248 | 1 | 0.1% | |
| -2.509618072 | 1 | 0.1% | |
| -2.43140295 | 1 | 0.1% | |
| -2.387859406 | 1 | 0.1% | |
| -2.358985454 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.175844647 | 1 | 0.1% | |
| 2.672659753 | 1 | 0.1% | |
| 2.627549582 | 1 | 0.1% | |
| 2.607112397 | 1 | 0.1% | |
| 2.49384897 | 1 | 0.1% | |
| 2.463026759 | 1 | 0.1% | |
| 2.354351792 | 1 | 0.1% | |
| 2.27091029 | 1 | 0.1% | |
| 2.23730627 | 1 | 0.1% | |
| 2.215481261 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01598046201 |
|---|---|
| Minimum | -3.839169171 |
| Maximum | 2.983293427 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.839169171 |
|---|---|
| 5-th percentile | -1.616809333 |
| Q1 | -0.6517896922 |
| median | -0.002503442754 |
| Q3 | 0.6624172957 |
| 95-th percentile | 1.643671048 |
| Maximum | 2.983293427 |
| Range | 6.822462598 |
| Interquartile range (IQR) | 1.314206988 |
Descriptive statistics
| Standard deviation | 0.9886949077 |
|---|---|
| Coefficient of variation (CV) | 61.86898146 |
| Kurtosis | 0.08792174794 |
| Mean | 0.01598046201 |
| Median Absolute Deviation (MAD) | 0.6570866547 |
| Skewness | -0.04036592507 |
| Sum | 15.98046201 |
| Variance | 0.9775176206 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2876916567 | 1 | 0.1% | |
| 0.3181628332 | 1 | 0.1% | |
| -0.06316319135 | 1 | 0.1% | |
| -0.3193304828 | 1 | 0.1% | |
| 0.7972994334 | 1 | 0.1% | |
| -2.270777634 | 1 | 0.1% | |
| 0.06814552216 | 1 | 0.1% | |
| 1.382302027 | 1 | 0.1% | |
| -0.2971482656 | 1 | 0.1% | |
| -0.06891919552 | 1 | 0.1% | |
| -1.107212394 | 1 | 0.1% | |
| 1.099530837 | 1 | 0.1% | |
| 0.5362187787 | 1 | 0.1% | |
| -0.1459896816 | 1 | 0.1% | |
| 0.02171661788 | 1 | 0.1% | |
| -0.6717283404 | 1 | 0.1% | |
| -1.675185612 | 1 | 0.1% | |
| 0.4098220835 | 1 | 0.1% | |
| -0.6113581268 | 1 | 0.1% | |
| -1.308002706 | 1 | 0.1% | |
| 1.648589748 | 1 | 0.1% | |
| -1.922801487 | 1 | 0.1% | |
| -1.274855038 | 1 | 0.1% | |
| -1.169144928 | 1 | 0.1% | |
| 0.5050212193 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.839169171 | 1 | 0.1% | |
| -3.483151274 | 1 | 0.1% | |
| -3.083198398 | 1 | 0.1% | |
| -2.712522161 | 1 | 0.1% | |
| -2.556561467 | 1 | 0.1% | |
| -2.333872288 | 1 | 0.1% | |
| -2.310176928 | 1 | 0.1% | |
| -2.285035376 | 1 | 0.1% | |
| -2.270777634 | 1 | 0.1% | |
| -2.247586342 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.983293427 | 1 | 0.1% | |
| 2.790210481 | 1 | 0.1% | |
| 2.725553319 | 1 | 0.1% | |
| 2.532422363 | 1 | 0.1% | |
| 2.506951866 | 1 | 0.1% | |
| 2.439304204 | 1 | 0.1% | |
| 2.378508704 | 1 | 0.1% | |
| 2.368675124 | 1 | 0.1% | |
| 2.289835208 | 1 | 0.1% | |
| 2.289730672 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.203116 | -0.066609 | 1.161229 | -0.311921 | 0.741255 | 0.180618 | 0.189078 | -0.759614 | 0.318967 | 0.588801 | 0 |
| 1 | -0.669200 | 0.943179 | -1.553258 | -0.332511 | 0.810452 | -0.015165 | 0.116652 | 0.175414 | -0.072502 | -0.426808 | 1 |
| 2 | -1.060731 | 1.731454 | -0.817621 | -0.666837 | -0.530246 | 0.441397 | -1.145020 | 0.077810 | 1.765259 | 0.653086 | 1 |
| 3 | -2.079673 | -0.856513 | -1.537717 | 0.810982 | 0.376428 | 0.251911 | 0.553667 | -0.622917 | 0.724897 | -1.275969 | 1 |
| 4 | 1.178741 | 0.934699 | -0.211292 | 0.782933 | -0.460824 | 1.025546 | 0.995271 | -0.949554 | -0.561964 | -0.953773 | 1 |
| 5 | -3.137846 | 0.038718 | -0.705376 | 0.525504 | -1.307193 | 1.466797 | -1.478384 | -0.943908 | -0.638566 | 1.544908 | 1 |
| 6 | -1.772969 | 0.591321 | -0.059549 | -0.391178 | -0.895551 | 0.278624 | 1.036550 | -0.913781 | 0.055521 | -0.454657 | 1 |
| 7 | 0.884740 | -2.291344 | 1.676949 | -0.732385 | 0.370078 | 2.180914 | 1.340024 | 0.561008 | 1.185296 | 0.993304 | 0 |
| 8 | -1.092110 | -1.116343 | -1.696489 | -1.051795 | 0.822602 | -0.472652 | 0.275876 | -0.546445 | -1.313002 | -0.060961 | 1 |
| 9 | -0.009542 | 0.599762 | -0.450982 | -1.165415 | 0.143505 | 0.543422 | 0.329128 | -0.542849 | 1.418585 | 0.480952 | 1 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.301484 | 0.456960 | 0.259444 | -1.486460 | 0.294887 | 0.522675 | 0.883031 | 0.874399 | -0.729809 | 1.019985 | 0 |
| 991 | 1.226529 | 0.511818 | -0.599115 | -0.476832 | 0.301735 | 1.349426 | -0.582004 | 0.687164 | -0.666442 | 1.844421 | 0 |
| 992 | -1.486664 | 0.511333 | -1.274365 | 0.243795 | 1.170456 | 1.138438 | -0.888052 | -1.140769 | 1.070421 | -1.809487 | 1 |
| 993 | 0.387014 | -1.108579 | -0.562999 | 0.705522 | -1.876615 | 0.228841 | -0.943832 | 0.558426 | -0.463752 | 1.685885 | 0 |
| 994 | 1.334648 | -1.100090 | -0.626980 | -0.496721 | -0.168430 | -2.200264 | -0.978897 | 0.518559 | -0.702144 | 1.346397 | 0 |
| 995 | -0.664851 | -0.277200 | 0.942975 | -0.510662 | 0.517443 | -0.338505 | -0.806088 | 2.148414 | -1.676787 | 0.774251 | 0 |
| 996 | 0.530410 | 0.521722 | 0.958368 | -0.932038 | -0.706906 | -1.237462 | -0.350720 | -0.541401 | 1.288086 | -1.521862 | 1 |
| 997 | -0.226170 | 0.425127 | -1.118743 | 0.524386 | -1.110742 | -0.108813 | -0.245463 | -0.047358 | -1.555867 | -1.262161 | 1 |
| 998 | -1.592125 | 1.841368 | -0.931509 | 0.396903 | -0.553797 | 0.226227 | 0.488667 | -0.378186 | -0.617607 | 0.083443 | 1 |
| 999 | 1.179870 | -0.767317 | 0.404067 | -0.811058 | 1.053501 | -0.708041 | -0.127983 | -1.741989 | -0.048029 | 0.462422 | 1 |